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You might choose to query some of your data direct from deep storage: https://druid.apache.org/docs/latest/tutorials/tutorial-query-deep-storage/

Thx for the reply Kyle Hoondert

If you are ingesting 100TB of data in druid, it will perform some compression on it. You can also use sql-msq-task to query data from HDFS